Journal of Dermatologic Science and Cosmetic Technology Jun 5 2026 This study enrolled 308 Chinese women aged 15–65 years to explore the relationship between chronological age, perceived age, and facial aging manifestations. Participants underwent expert assessment of aging features, standardized facial image acquisition, and perceived-age evaluation based on photographs by non-expert assessors. The study further collected information on the facial characteristics and regions influencing age